
Track cycle time, queue length, and throughput per worker to understand whether automation removes friction or merely shifts it. Combine them with utilization bands that prevent burnout. When queues shrink and throughput rises without spiking overtime, you are watching value compound responsibly.

Measure first‑pass yield, defect escape rate, complaint volume, and customer satisfaction after the automated step. These tell you if speed came at the cost of trust. Pair transactional surveys with occasional callbacks to hear the story behind the score and fix surprises fast.

Connect time saved and error reduction to labor cost, chargebacks, refunds, and inventory carrying costs. Include cash conversion cycle changes and lead‑to‑close acceleration. When dollars appear in recognized statements, skeptics turn into allies, because the gains are auditable, repeatable, and tied to decisions they influence.
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